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Data Engineering
Join discussions on data engineering best practices, architectures, and optimization strategies within the Databricks Community. Exchange insights and solutions with fellow data engineers.
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Forum Posts

arunak
by • New Contributor
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Connecting to Serverless Redshift from a Databricks Notebook

Hello Experts, A new databricks user here. I am trying to access an Redshift serverless table using a databricks notebook. Here is what happens when I try the below code,  df = spark.read.format("redshift")\.option("dbtable", "public.customer")\.opti...

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Latest Reply
shan_chandra
Databricks Employee
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@arunak - we need to specify forward_spark_s3_credentials to true during read. This will help spark detect the credentials used to authenticate to the S3 bucket and use these credentials to r read from redshift.  

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mh_db
by • Databricks Partner
  • 5156 Views
  • 1 replies
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Write to csv file in S3 bucket

I have a pandas dataframe in my Pyspark notebook. I want to save this dataframe to my S3 bucket. I'm using the following command to save itimport boto3import s3fsdf_summary.to_csv(f"s3://dataconversion/data/exclude",index=False)but I keep getting thi...

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shan_chandra
Databricks Employee
  • 0 kudos

Hi @mh_db - you can import botocore library (or) if it is not found can do a pip install botocore to resolve this. Alternatively, you can maintain the data in a spark dataframe without converting to a pandas dataframe and while writing to a csv. you ...

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naveenanto
by • New Contributor III
  • 3010 Views
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Custom Spark Extension in SQL Warehouse

I understand only a limited spark configurations are supported in SQL Warehouse but is it possible to add spark extensions to SQL Warehouse clusters?Use Case: We've a few restricted table properties. We prevent that with spark extensions installed in...

Data Engineering
sql-warehouse
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juanc
by • New Contributor II
  • 9542 Views
  • 8 replies
  • 2 kudos

Activate spark extensions on SQL Endpoints

It would be possible to activate a custom extensions like Sedona (https://sedona.apache.org/download/databricks/ ) in SQL Endopoints?Example error:java.lang.ClassNotFoundException: org.apache.spark.sql.sedona_sql.UDT.GeometryUDT at org.apache.spark....

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  • 8 replies
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naveenanto
New Contributor III
  • 2 kudos

@Retired_mod What is the right way to add custom spark extension to sql warehouse clusters?

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marcuskw
by • Databricks Partner
  • 15662 Views
  • 1 replies
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Resolved! Lakehouse Federation for SQL Server and Security Policy

We've been able to setup a Foreign Catalog using the following documentation:https://learn.microsoft.com/en-us/azure/databricks/query-federation/sql-serverHowever the tables that have RLS using a Security Policy appear empty. I imagine that this solu...

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marcuskw
Databricks Partner
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Was a bit quick here, found out that the SUSER_NAME() of the query is of course the connection that was setup.So the User/Password defined here:Once I added that same user to the RLS logic I get the correct result. 

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64883
by • New Contributor
  • 2670 Views
  • 1 replies
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Support for Delta tables multicluster writes in Databricks cluster

Hello, We're using Databricks on AWS and we've recently started using Delta tables. We're using R.While the code below[1] works in a notebook, when running it from RStudio on a Databricks cluster we get the following error: java.lang.IllegalStateExce...

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NandiniN
Databricks Employee
  • 0 kudos

Sorry, for being very late here -  If you can not use  multi write to false, we can try to split this table into separate tables for each stream.

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_Raju
by • New Contributor II
  • 6313 Views
  • 1 replies
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Cast string to decimal

Hello, can anyone help me with the below error.I'm trying to cast the string column into decimal. When I try to do that I'm getting the "Py4JJavaError: An error occurred while calling t.addCustomDisplayData. : java.sql.SQLException: Status of query a...

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BeginnerBob
by • New Contributor III
  • 60476 Views
  • 6 replies
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Resolved! Convert Date to YYYYMMDD in databricks sql

Hi,I have a date column in a delta table called ADate. I need this in the format YYYYMMDD.In TSQL this is easy. However, I can't seem to be able to do this without splitting the YEAR, MONTH and Day and concatenating them together.Any ideas?

  • 60476 Views
  • 6 replies
  • 5 kudos
Latest Reply
JayDoubleYou42
New Contributor II
  • 5 kudos

I'll share I'm having a variant of the same issue. I have a varchar field in the form YYYYMMDD which I'm trying to join to another varchar field from another table in the form of MM/DD/YYYY. Does anyone know of a way to do this in SPARK SQL without s...

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akisugi
by • New Contributor III
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  • 5 replies
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Resolved! Is it possible to control the ordering of the array values created by array_agg()?

Hi! I would be glad to ask you some questions.I have the following data. I would like to get this kind of result. I want `move` to correspond to the order of `hist`.Therefore, i considered the following query.```with tmp as (select * from (values(1, ...

スクリーンショット 2024-04-06 23.08.15.png スクリーンショット 2024-04-06 23.07.34.png
  • 14885 Views
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Latest Reply
akisugi
New Contributor III
  • 0 kudos

Hi @ThomazRossito This is a great idea. It can solve my problem.Thank you.

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939772
by • New Contributor III
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Resolved! DLT refresh unexpectedly failing

We're hitting an error with a delta live table refresh since yesterday; nothing has changed in our system yet there appears to be a configuration error: { ... "timestamp": "2024-04-08T23:00:10.630Z", "message": "Update b60485 is FAILED.",...

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  • 1 replies
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939772
New Contributor III
  • 0 kudos

Apparently the `custom_tags` of `ResourceClass` is now extraneous -- removing it from config corrected our problem.

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brian_zavareh
by • New Contributor III
  • 12136 Views
  • 4 replies
  • 3 kudos

Optimizing Delta Live Table Ingestion Performance for Large JSON Datasets

I'm currently facing challenges with optimizing the performance of a Delta Live Table pipeline in Azure Databricks. The task involves ingesting over 10 TB of raw JSON log files from an Azure Data Lake Storage account into a bronze Delta Live Table la...

Data Engineering
autoloader
bigdata
delta-live-tables
json
  • 12136 Views
  • 4 replies
  • 3 kudos
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standup1
Contributor
  • 3 kudos

Hey @brian_zavareh , see this document. I hope this can help.https://learn.microsoft.com/en-us/azure/databricks/compute/cluster-config-best-practicesJust keep in mind that there's some extra cost from Azure VM side, check your Azure Cost Analysis for...

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Shas_DataE
by • New Contributor II
  • 8130 Views
  • 2 replies
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Alerts and Dashboard

Hi Team,In my Databricks workspace, i have created an alerts using the query in such a way the schedule will run on daily basis and the results will get populated to dashboard. The results from dashboard will be notified via email, but i am seeing re...

  • 8130 Views
  • 2 replies
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Ayushi_Suthar
Databricks Employee
  • 1 kudos

HI @Shas_DataE, Good Day!  Could you please check and confirm if there are any special characters in the table column? At this moment, special characters are compatible with Excel.  If yes then please drop the column that has that special character a...

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Kibour
by • Databricks Partner
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  • 2 replies
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Resolved! date_format 'LLLL' returns '1'

Hi all,In my notebook, when I run my cell with following code%sqlselect date_format(date '1970-01-01', "LLL");I get '1', while I expect 'Jan' according to the dochttps://spark.apache.org/docs/latest/sql-ref-datetime-pattern.html I would also expect t...

  • 4249 Views
  • 2 replies
  • 1 kudos
Latest Reply
Kibour
Databricks Partner
  • 1 kudos

Hi @Retired_mod ,Turns out it was actually a Java 8 bug:IllegalArgumentException: Java 8 has a bug to support stand-alone form (3 or more 'L' or 'q' in the pattern string). Please use 'M' or 'Q' instead, or upgrade your Java version. For more details...

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